What is the success rate of employees preparing for US citizenship interviews using specialized apps versus hiring a private tutor?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the success rate of employees preparing for US citizenship interviews using specialized apps versus hiring a private tutor?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
USCIS naturalization test pass rate first attempt statistics 2024 2025 study citizenship preparation apps tutor outcomes Google ↗
research study citizenship test preparation apps private tutoring pass rates naturalization interview adult ESL Google ↗
- Naturalization Statistics · ltnr.ca
- Citizenship Coalition · citizenshipcoalition.org
- M-1778 (09/25) · uscis.gov
- The Naturalization Interview and Test · ltnr.ca
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
USCIS naturalization test pass rate first attempt statistics 2024 2025 study citizenship preparation apps tutor outcomes OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
research study citizenship test preparation apps private tutoring pass rates naturalization interview adult ESL OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |